{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import *\n",
    "import scipy\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset description"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Datasource: http://yann.lecun.com/exdb/mnist/\n",
    "\n",
    "The training dataset consists of 60,000 training digits and the test set contains 10,000 samples, respectively. The images in the MNIST dataset consist of  pixels, and each pixel is represented by a gray scale intensity value. Here, we unroll the  pixels into 1D row vectors, which represent the rows in our image array (784 per row or image). The second array (labels) returned by the load_mnist function contains the corresponding target variable, the class labels (integers 0-9) of the handwritten digits.\n",
    "\n",
    "\n",
    "Csv version of the files are available in the following links.\n",
    "CSV training set http://www.pjreddie.com/media/files/mnist_train.csv\n",
    "CSV test set http://www.pjreddie.com/media/files/mnist_test.csv\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "training = pd.read_csv(\"/data/MNIST/mnist_train.csv\", header = None).sample(5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train = training.iloc[:, 1:].values/255\n",
    "y_train = training.iloc[:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 784)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = preprocessing.StandardScaler()\n",
    "X_train_std = scaler.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "pca = decomposition.PCA(n_components=2, random_state=1)\n",
    "X_train_pca = pca.fit_transform(X_train_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 2)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train_pca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x72 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "colors = sns.color_palette(\"hls\", 10)\n",
    "sns.palplot(colors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x1a3c017240>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = np.array(colors)[y_train]\n",
    "fig = plt.figure(figsize=(10, 10))\n",
    "plt.scatter(X_train_pca[:, 0], X_train_pca[:, 1], color = colors, alpha = 0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[t-SNE] Computing 121 nearest neighbors...\n",
      "[t-SNE] Indexed 5000 samples in 0.155s...\n",
      "[t-SNE] Computed neighbors for 5000 samples in 24.494s...\n",
      "[t-SNE] Computed conditional probabilities for sample 1000 / 5000\n",
      "[t-SNE] Computed conditional probabilities for sample 2000 / 5000\n",
      "[t-SNE] Computed conditional probabilities for sample 3000 / 5000\n",
      "[t-SNE] Computed conditional probabilities for sample 4000 / 5000\n",
      "[t-SNE] Computed conditional probabilities for sample 5000 / 5000\n",
      "[t-SNE] Mean sigma: 2.320348\n",
      "[t-SNE] KL divergence after 250 iterations with early exaggeration: 81.052223\n",
      "[t-SNE] KL divergence after 300 iterations: 2.117558\n",
      "CPU times: user 41 s, sys: 512 ms, total: 41.5 s\n",
      "Wall time: 38.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, verbose=1, perplexity=40, n_iter=300)\n",
    "tsne_results = tsne.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1a3c87ec50>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = sns.color_palette(\"hls\", 10)\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "for i in range(10):\n",
    "    gr = tsne_results[y_train == i]\n",
    "    ax.scatter(gr[:, 0], gr[:, 1], color = colors[i], label = i)\n",
    "plt.legend(bbox_to_anchor = (1.2, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
